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Related Concept Videos

Genome-wide Association Studies-GWAS01:11

Genome-wide Association Studies-GWAS

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Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
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Updated: Sep 18, 2025

Determining the Likelihood of Variant Pathogenicity Using Amino Acid-level Signal-to-Noise Analysis of Genetic Variation
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Bioinformatics-Driven Multi-Factorial Insight into α-Galactosidase Mutations.

Bruno Hay Mele1, Federica Rossetti1, Giuseppina Andreotti2

  • 1Department of Biology, University of Napoli "Federico II", 80126 Napoli, Italy.

International Journal of Molecular Sciences
|June 26, 2025
PubMed
Summary
This summary is machine-generated.

Interpreting genetic variants in Fabry disease is challenging. This study developed a computational framework to analyze missense variants, finding that amenable mutations preserve protein stability, aiding precision medicine for rare genetic disorders.

Keywords:
AGALAlphaMissenseChimeraXEVEFabry diseaseFoldXmissense mutationsstructural bioinformatics

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Area of Science:

  • Genetics
  • Biochemistry
  • Computational Biology

Background:

  • Fabry disease is a rare genetic disorder caused by deficient alpha-galactosidase A (AGAL) activity, leading to toxic globotriaosylceramide (Gb3) accumulation.
  • Missense variants in the GLA gene cause Fabry disease, but interpreting their functional impact is difficult due to limited experimental data.

Purpose of the Study:

  • To develop and apply an integrative computational framework for interpreting missense variants in the GLA gene.
  • To identify molecular features distinguishing variants amenable to pharmacological chaperone therapy from non-amenable ones.

Main Methods:

  • Integrated computational framework combining structural, interaction, pathogenicity, and stability data from in silico tools (AlphaMissense, EVE, FoldX) and experimental sources.
  • Expert curation and structural analysis, focusing on variants amenable to pharmacological chaperones.
  • Comparative analysis of different prediction models and investigation of outlier variants.

Main Results:

  • Amenable GLA variants tend to preserve protein stability, whereas non-amenable variants are associated with structural destabilization.
  • The study identified key molecular features differentiating amenable from non-amenable variants.
  • Outlier variants, where predictions diverged from clinical data, were highlighted for further experimental validation.

Conclusions:

  • The integrative computational framework improves missense variant interpretation in rare genetic disorders like Fabry disease.
  • Understanding variant structural characteristics is crucial for predicting amenability to pharmacological chaperone therapy.
  • This approach supports precision medicine by enabling better variant classification and guiding experimental validation.